Liminary
Liminary is an AI-native knowledge storage tool that centralizes web pages, PDFs, videos, emails, AI conversations, and local files, and automatically surfaces relevant information when needed, making it suitable for reducing data fragmentation. It's suitable for researchers, creators, product managers, consultants, and knowledge workers who often keep materials in multiple places. Before use, it is recommended to conduct small-scale testing with real materials or real processes, focusing on observing output quality, review costs, payment boundaries, data permissions, and whether the team can establish a stable manual review process. Before handling formal business, it should also be judged based on material authorization, privacy requirements, and manual review standards, and avoid using automatic results directly for external release or key decisions. If it is used for teams, customers, or teaching scenarios, it is also necessary to clarify the input source, result review responsibility, and scope of external use, and avoid putting the trial results directly into the formal process.